{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "48b479e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "78b7e04f",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = plt.imread(fname=\"2007_000480.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "38209e02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(375, 500, 4)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9760d1c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(375, 500, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img[:, :, :-1].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eb8382f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c5b4d0efd0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X=img[:, :, :-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7ce198ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = img[:, :, :-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e35c5ef4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0.0, 0.501960813999176, 0.7529411911964417, 0.8784313797950745}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(img1.reshape(-1).tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5af2158c",
   "metadata": {},
   "outputs": [],
   "source": [
    "img = plt.imread(\"girl.jpeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f0fa71b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c5b9d1f520>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X=img[:, :, 0], cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "974476d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "97efd4a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[9999999]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array([[9999999]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ceb40289",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
